A slow release pharmaceutical composition comprising iloperidone or its active metabolites and a slow release agent is described. Also disclosed is slow release pharmaceutical composition comprising iloperidone or its active metabolites, wherein the slow release composition is a combination of a controlled release composition and an immediate release composition.